{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.linkedin.com/company/orenj-i/)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 40: Mean Relativistic Value at Risk (RLVaR) Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'AMZN', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'AAPL', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <td>1.5230%</td>\n",
       "      <td>-0.3778%</td>\n",
       "      <td>0.0475%</td>\n",
       "      <td>-0.8599%</td>\n",
       "      <td>-1.4332%</td>\n",
       "      <td>-3.0011%</td>\n",
       "      <td>0.1113%</td>\n",
       "      <td>1.2969%</td>\n",
       "      <td>3.4361%</td>\n",
       "      <td>-0.8763%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6740%</td>\n",
       "      <td>0.1474%</td>\n",
       "      <td>0.6339%</td>\n",
       "      <td>-0.1823%</td>\n",
       "      <td>-0.7728%</td>\n",
       "      <td>1.1385%</td>\n",
       "      <td>-1.1145%</td>\n",
       "      <td>-1.2872%</td>\n",
       "      <td>0.4574%</td>\n",
       "      <td>-0.8025%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <td>0.6110%</td>\n",
       "      <td>1.4325%</td>\n",
       "      <td>-1.9240%</td>\n",
       "      <td>-0.0786%</td>\n",
       "      <td>-0.6335%</td>\n",
       "      <td>-6.2983%</td>\n",
       "      <td>-0.6393%</td>\n",
       "      <td>-1.1024%</td>\n",
       "      <td>0.0527%</td>\n",
       "      <td>-0.3221%</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0331%</td>\n",
       "      <td>0.8927%</td>\n",
       "      <td>-0.8661%</td>\n",
       "      <td>0.4483%</td>\n",
       "      <td>-2.8972%</td>\n",
       "      <td>-0.6085%</td>\n",
       "      <td>-0.6075%</td>\n",
       "      <td>-0.8634%</td>\n",
       "      <td>0.1457%</td>\n",
       "      <td>-3.4490%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <td>0.9427%</td>\n",
       "      <td>-1.1513%</td>\n",
       "      <td>-3.6571%</td>\n",
       "      <td>-1.6658%</td>\n",
       "      <td>-0.4202%</td>\n",
       "      <td>-0.4521%</td>\n",
       "      <td>-0.2797%</td>\n",
       "      <td>-0.5034%</td>\n",
       "      <td>0.1845%</td>\n",
       "      <td>-3.9947%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8808%</td>\n",
       "      <td>-1.3956%</td>\n",
       "      <td>0.4766%</td>\n",
       "      <td>-5.1240%</td>\n",
       "      <td>-0.0321%</td>\n",
       "      <td>1.0713%</td>\n",
       "      <td>-1.0807%</td>\n",
       "      <td>-1.8308%</td>\n",
       "      <td>4.0560%</td>\n",
       "      <td>4.0353%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <td>-3.4302%</td>\n",
       "      <td>-5.9083%</td>\n",
       "      <td>-4.5500%</td>\n",
       "      <td>1.3141%</td>\n",
       "      <td>-1.8041%</td>\n",
       "      <td>-3.5933%</td>\n",
       "      <td>-4.2917%</td>\n",
       "      <td>0.8674%</td>\n",
       "      <td>0.9994%</td>\n",
       "      <td>-4.1109%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7437%</td>\n",
       "      <td>-5.3469%</td>\n",
       "      <td>3.5178%</td>\n",
       "      <td>-4.2683%</td>\n",
       "      <td>-1.3479%</td>\n",
       "      <td>-8.0557%</td>\n",
       "      <td>-1.2403%</td>\n",
       "      <td>-4.2187%</td>\n",
       "      <td>0.3671%</td>\n",
       "      <td>-3.3065%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <td>2.1898%</td>\n",
       "      <td>7.0887%</td>\n",
       "      <td>0.4740%</td>\n",
       "      <td>2.5716%</td>\n",
       "      <td>0.5186%</td>\n",
       "      <td>0.7782%</td>\n",
       "      <td>5.0411%</td>\n",
       "      <td>-0.5733%</td>\n",
       "      <td>-1.1719%</td>\n",
       "      <td>2.1585%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3641%</td>\n",
       "      <td>5.8444%</td>\n",
       "      <td>-1.0309%</td>\n",
       "      <td>0.4914%</td>\n",
       "      <td>0.9109%</td>\n",
       "      <td>-1.2517%</td>\n",
       "      <td>4.3662%</td>\n",
       "      <td>1.3800%</td>\n",
       "      <td>-1.7241%</td>\n",
       "      <td>3.3538%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL     AMZN      APA       BA      BAX      BMY    CMCSA  \\\n",
       "Date                                                                        \n",
       "2018-10-19  1.5230% -0.3778%  0.0475% -0.8599% -1.4332% -3.0011%  0.1113%   \n",
       "2018-10-22  0.6110%  1.4325% -1.9240% -0.0786% -0.6335% -6.2983% -0.6393%   \n",
       "2018-10-23  0.9427% -1.1513% -3.6571% -1.6658% -0.4202% -0.4521% -0.2797%   \n",
       "2018-10-24 -3.4302% -5.9083% -4.5500%  1.3141% -1.8041% -3.5933% -4.2917%   \n",
       "2018-10-25  2.1898%  7.0887%  0.4740%  2.5716%  0.5186%  0.7782%  5.0411%   \n",
       "\n",
       "                CNP      CPB       DE  ...       MO     MSFT       NI  \\\n",
       "Date                                   ...                              \n",
       "2018-10-19  1.2969%  3.4361% -0.8763%  ...  1.6740%  0.1474%  0.6339%   \n",
       "2018-10-22 -1.1024%  0.0527% -0.3221%  ... -1.0331%  0.8927% -0.8661%   \n",
       "2018-10-23 -0.5034%  0.1845% -3.9947%  ...  0.8808% -1.3956%  0.4766%   \n",
       "2018-10-24  0.8674%  0.9994% -4.1109%  ...  0.7437% -5.3469%  3.5178%   \n",
       "2018-10-25 -0.5733% -1.1719%  2.1585%  ...  1.3641%  5.8444% -1.0309%   \n",
       "\n",
       "               PCAR      SEE        T      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2018-10-19 -0.1823% -0.7728%  1.1385% -1.1145% -1.2872%  0.4574% -0.8025%  \n",
       "2018-10-22  0.4483% -2.8972% -0.6085% -0.6075% -0.8634%  0.1457% -3.4490%  \n",
       "2018-10-23 -5.1240% -0.0321%  1.0713% -1.0807% -1.8308%  4.0560%  4.0353%  \n",
       "2018-10-24 -4.2683% -1.3479% -8.0557% -1.2403% -4.2187%  0.3671% -3.3065%  \n",
       "2018-10-25  0.4914%  0.9109% -1.2517%  4.3662%  1.3800% -1.7241%  3.3538%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].iloc[-300:,:].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Relativistic Value at Risk (RLVaR) Portfolios\n",
    "\n",
    "The Relativistic Value at Risk (RLVaR) portfolio model proposed by __[Cajas (2023)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4378498)__ shows how to optimize the RLVaR of portfolio returns in a similar way than portfolio Entropic Value at Risk (EVaR). The RLVaR is a coherent risk measure that is a generalization of EVaR based on Kaniadakis entropy.\n",
    "\n",
    "It is recommended to use MOSEK to optimize RLVaR due to RLVaR model use the power cone.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__.\n",
    "\n",
    "### 2.1 Calculating the portfolio that optimize return/RLVaR ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.9139%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.5205%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.5149%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA     CNP  \\\n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000%   \n",
       "\n",
       "            CPB      DE  ...      MO    MSFT      NI    PCAR     SEE       T  \\\n",
       "weights 7.9139% 0.0000%  ... 0.0000% 0.0000% 0.0000% 0.0000% 6.5205% 0.0000%   \n",
       "\n",
       "             TMO     TXT      VZ    ZION  \n",
       "weights 15.5149% 0.0000% 0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "import mosek\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu,\n",
    "                  method_cov=method_cov,\n",
    "                  )\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing GMD\n",
    "port.sol_params = {'MOSEK': {'mosek_params': {mosek.iparam.num_threads: 2}}}\n",
    "\n",
    "kappa = 0.3\n",
    "alpha = 0.05\n",
    "port.kappa = kappa\n",
    "port.alpha = alpha\n",
    "\n",
    "model ='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'RLVaR' # Risk measure used, this time will be Tail Gini Range\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean - RLVaR',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting risk measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_hist(returns=Y,\n",
    "                  w=w,\n",
    "                  alpha=alpha,\n",
    "                  kappa=kappa,\n",
    "                  solver='MOSEK',\n",
    "                  bins=50,\n",
    "                  height=6,\n",
    "                  width=10,\n",
    "                  ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.6569%</td>\n",
       "      <td>4.7594%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>23.5627%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.0761%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>17.4818%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>29.5796%</td>\n",
       "      <td>5.5924%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.5234%</td>\n",
       "      <td>18.4965%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>16.0179%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.8769%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>27.7304%</td>\n",
       "      <td>0.2897%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.5903%</td>\n",
       "      <td>17.3387%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.2670%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.6772%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>25.7027%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.6052%</td>\n",
       "      <td>14.3689%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.8910%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.2668%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>25.7182%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.7404%</td>\n",
       "      <td>11.2242%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9210%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.0430%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>26.1741%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     AAPL    AMZN     APA      BA     BAX      BMY    CMCSA     CNP     CPB  \\\n",
       "0 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 10.6569%  4.7594% 0.0000% 0.0000%   \n",
       "1 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 12.5234% 18.4965% 0.0000% 0.0000%   \n",
       "2 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 11.5903% 17.3387% 0.0000% 0.0000%   \n",
       "3 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 10.6052% 14.3689% 0.0000% 0.0000%   \n",
       "4 0.0000% 0.0000% 0.0000% 0.0000% 0.0000%  9.7404% 11.2242% 0.0000% 0.0000%   \n",
       "\n",
       "       DE  ...       MO    MSFT      NI    PCAR      SEE       T     TMO  \\\n",
       "0 0.0000%  ... 23.5627% 0.0000% 2.0761% 0.0000% 17.4818% 0.0000% 0.0000%   \n",
       "1 0.0000%  ... 16.0179% 0.0000% 0.0000% 0.0000% 12.8769% 0.0000% 0.0000%   \n",
       "2 0.0000%  ... 11.2670% 0.0000% 0.0000% 0.0000% 10.6772% 0.0000% 0.0000%   \n",
       "3 0.0000%  ...  6.8910% 0.0000% 0.0000% 0.0000% 12.2668% 0.0000% 0.0000%   \n",
       "4 0.0000%  ...  2.9210% 0.0000% 0.0000% 0.0000% 14.0430% 0.0000% 0.0000%   \n",
       "\n",
       "      TXT       VZ    ZION  \n",
       "0 0.0000% 29.5796% 5.5924%  \n",
       "1 0.0000% 27.7304% 0.2897%  \n",
       "2 0.0000% 25.7027% 0.0000%  \n",
       "3 0.0000% 25.7182% 0.0000%  \n",
       "4 0.0000% 26.1741% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier,\n",
    "                      mu=mu,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=rf,\n",
    "                      alpha=alpha,\n",
    "                      kappa=kappa,\n",
    "                      solver='MOSEK',\n",
    "                      cmap='viridis',\n",
    "                      w=w,\n",
    "                      label=label,\n",
    "                      marker='*',\n",
    "                      s=16,\n",
    "                      c='r',\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Relativistic Value at Risk\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for Relativistic Value at Risk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.9693%</td>\n",
       "      <td>2.9937%</td>\n",
       "      <td>2.5752%</td>\n",
       "      <td>3.2822%</td>\n",
       "      <td>4.3365%</td>\n",
       "      <td>5.1403%</td>\n",
       "      <td>4.2069%</td>\n",
       "      <td>4.7291%</td>\n",
       "      <td>3.5354%</td>\n",
       "      <td>2.3535%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.9295%</td>\n",
       "      <td>3.1232%</td>\n",
       "      <td>4.7398%</td>\n",
       "      <td>3.8010%</td>\n",
       "      <td>4.5658%</td>\n",
       "      <td>3.9264%</td>\n",
       "      <td>3.7370%</td>\n",
       "      <td>3.5493%</td>\n",
       "      <td>7.1582%</td>\n",
       "      <td>3.6839%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA     CNP  \\\n",
       "weights 2.9693% 2.9937% 2.5752% 3.2822% 4.3365% 5.1403% 4.2069% 4.7291%   \n",
       "\n",
       "            CPB      DE  ...      MO    MSFT      NI    PCAR     SEE       T  \\\n",
       "weights 3.5354% 2.3535%  ... 5.9295% 3.1232% 4.7398% 3.8010% 4.5658% 3.9264%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.7370% 3.5493% 7.1582% 3.6839%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp,\n",
    "                 title='Risk Parity RLVaR',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp,\n",
    "                      cov=port.cov,\n",
    "                      returns=port.returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=alpha,\n",
    "                      kappa=kappa,\n",
    "                      solver='MOSEK',\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "ws = pd.concat([w, w_rp],axis=1)\n",
    "ws.columns = [\"Max Return/RLVaR\", \"Risk Parity RLVaR\"]\n",
    "\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier,\n",
    "                      mu=mu,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=rf,\n",
    "                      alpha=alpha,\n",
    "                      kappa=kappa,\n",
    "                      solver='MOSEK',\n",
    "                      cmap='viridis',\n",
    "                      w=ws,\n",
    "                      marker='*',\n",
    "                      s=16,\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "6e72041bc49a6ff39e74ccd56b9391c544b799a0d2a04160b530f8b1ce965df8"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
